Few-shot forgery detection via guided adversarial interpolation

• Main Authors: Qiu, Haonan, Chen, Siyu, Gan, Bei, Wang, Kun, Shi, Huafeng, Shao, Jing, Liu, Ziwei
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Computer science and engineering; Forgery Detection; DeepFake
• Online Access: https://hdl.handle.net/10356/171185
• Institution: Nanyang Technological University

The increase in face manipulation models has led to a critical issue in society - the synthesis of realistic visual media. With the emergence of new forgery approaches at an unprecedented rate, existing forgery detection methods suffer from significant performance drops when applied to unseen nov...